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PhysioWave-T: Token-Efficient Wavelet Foundation Models for Biosignals

6 Nov 2026

We present PhysioWave-T, a token-efficient wavelet foundation model family for EEG, ECG, and sEMG. Dynamic scale folding recombines J+1 wavelet subbands prior to tokenization, compressing sequence length from (J+1)CS to CS tokens for J levels, C channels, and S temporal patches.

ECG Classification Sleep Stage Classification Time-series classification

2560.4/h

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